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    <title>Space Translation on Programmer.ie: Modern AI programming</title>
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      <title>The Embedding Bridge</title>
      <link>http://programmer.ie/books/embeddings-from-first-principles/20-chapter/</link>
      <pubDate>Mon, 07 Sep 2026 14:20:00 +0000</pubDate>
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      <description>&lt;p&gt;&lt;em&gt;Part VI — Crossing Embedding Spaces&lt;/em&gt;&lt;/p&gt;&#xA;&lt;h2 id=&#34;a-map-is-not-a-bridge&#34;&gt;A map is not a bridge&lt;/h2&gt;&#xA;&lt;p&gt;Chapter 19 produced a matrix &lt;code&gt;W&lt;/code&gt; (or an MLP) that translates vectors from space A to space B. Deploying that matrix as &amp;ldquo;space A and space B are now compatible&amp;rdquo; is the mistake this chapter prevents.&lt;/p&gt;&#xA;&lt;p&gt;A map is a function. A &lt;strong&gt;bridge&lt;/strong&gt; is a map plus the record of &lt;em&gt;what it was shown to preserve, for whom, under what conditions&lt;/em&gt; — and, crucially, an explicit scope of what it must not be used for.&lt;/p&gt;</description>
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